{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/OpenAct","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232","json_url":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232/signal.json","generated_at":"2026-06-11T03:20:42.362887+00:00","org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/openbmb","dossier_json_url":"https://onlylabs.fyi/labs/openbmb/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232","signal_json":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232/signal.json","source":"https://github.com/OpenBMB/OpenAct","lab_dossier":"https://onlylabs.fyi/labs/openbmb","lab_dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis":"https://onlylabs.fyi/analysis/openbmb","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published OpenBMB/OpenAct (HTML). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/OpenAct · language HTML. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/OpenBMB/OpenAct","source_host":"github.com","occurred_at":"2024-02-10T05:52:50+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","context":"HTML"},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"OpenBMB/OpenAct","source":"source"},{"label":"Language","value":"HTML","source":"source"},{"label":"Stars","value":"16","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/OpenBMB/OpenAct"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:20:42.362887+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232/signal.json","dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/OpenAct","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openbmb/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openbmb/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze OpenBMB (MiniCPM)'s repo signal \"OpenBMB/OpenAct\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/OpenAct","text":"OpenBMB (MiniCPM) published repo OpenBMB/OpenAct."},{"subject":"OpenBMB/OpenAct","predicate":"is classified as","object":"repo signal","text":"OpenBMB/OpenAct is classified as repo signal."},{"subject":"OpenBMB/OpenAct","predicate":"belongs to","object":"repos desk","text":"OpenBMB/OpenAct belongs to repos desk."},{"subject":"OpenBMB/OpenAct","predicate":"has context","object":"HTML","text":"OpenBMB/OpenAct has context HTML."},{"subject":"OpenBMB/OpenAct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/OpenAct has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/OpenAct","predicate":"has captured page count","object":"1","text":"OpenBMB/OpenAct has captured page count 1."},{"subject":"OpenBMB/OpenAct","predicate":"has readable page count","object":"1","text":"OpenBMB/OpenAct has readable page count 1."},{"subject":"OpenBMB/OpenAct","predicate":"has related signal count","object":"6","text":"OpenBMB/OpenAct has related signal count 6."},{"subject":"OpenBMB/OpenAct","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"OpenBMB/OpenAct has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"OpenBMB/OpenAct","predicate":"has source host","object":"github.com","text":"OpenBMB/OpenAct has source host github.com."},{"subject":"OpenBMB/OpenAct","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/OpenAct has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/OpenAct","predicate":"has signal desk","object":"repos","text":"OpenBMB/OpenAct has signal desk repos."},{"subject":"OpenBMB/OpenAct","predicate":"has source host","object":"github.com","text":"OpenBMB/OpenAct has source host github.com."},{"subject":"OpenBMB/OpenAct","predicate":"has repository","object":"OpenBMB/OpenAct","text":"OpenBMB/OpenAct has repository OpenBMB/OpenAct."},{"subject":"OpenBMB/OpenAct","predicate":"has language","object":"HTML","text":"OpenBMB/OpenAct has language HTML."},{"subject":"OpenBMB/OpenAct","predicate":"has stars","object":"16","text":"OpenBMB/OpenAct has stars 16."},{"subject":"OpenBMB/OpenAct","predicate":"has watch term","object":"RL environments","text":"OpenBMB/OpenAct has watch term RL environments."},{"subject":"OpenBMB/OpenAct","predicate":"has watch term","object":"Data pipeline","text":"OpenBMB/OpenAct has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/OpenAct (HTML). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/OpenAct · language HTML. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/OpenAct","text":"OpenBMB (MiniCPM) published repo OpenBMB/OpenAct."},{"subject":"OpenBMB/OpenAct","predicate":"is classified as","object":"repo signal","text":"OpenBMB/OpenAct is classified as repo signal."},{"subject":"OpenBMB/OpenAct","predicate":"belongs to","object":"repos desk","text":"OpenBMB/OpenAct belongs to repos desk."},{"subject":"OpenBMB/OpenAct","predicate":"has context","object":"HTML","text":"OpenBMB/OpenAct has context HTML."},{"subject":"OpenBMB/OpenAct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/OpenAct has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b92dee8c-8a44-4fcd-879e-86ae1ae1b232","url":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232","json_url":"https://onlylabs.fyi/signals/b92dee8c-8a44-4fcd-879e-86ae1ae1b232/signal.json","source_url":"https://github.com/OpenBMB/OpenAct","title":"OpenBMB/OpenAct","summary":"OpenBMB (MiniCPM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2024-02-10T05:52:50+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/OpenBMB/OpenAct"]},"facets":{"repo":"OpenBMB/OpenAct","language":"HTML"},"traction":{"github_stars":16,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/OpenBMB/OpenAct","final_url":"https://github.com/OpenBMB/OpenAct","title":"OpenBMB/OpenAct repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:20:42.362887+00:00","bytes":13973,"raw_path":"ffefea0689b9337df171a9375414edbd9a70b2e232bf48251675cb11985c16f9.json","content_hash":"c7108d1e916b4245ddf25579dcb895c19a1f5c442342b2e2041d76248169cdbe","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/OpenAct Language: HTML Stars: 16 Forks: 4 Open issues: 1 Created: 2024-02-10T05:52:50Z Pushed: 2025-10-09T05:36:43Z Default branch: main Fork: no Archived: no README: Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHub Code for paper \"Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHub\", presented at Proceedings of ACL 2025. If you have any questions about this repo, please contact the author, Bohan Lyu, lyubh22@gmail.com. Abstract Large Language Models (LLMs) excel in traditional natural language processing tasks but struggle with problems that require complex domain-specific calculations or simulations. While equipping LLMs with external tools to build LLM-based agents can enhance their capabilities, existing approaches lack the flexibility to address diverse and ever-evolving user queries in open domains. Currently, there is also no existing dataset that evaluates LLMs on open-domain knowledge that requires tools to solve. Notably, the largest open-domain platform is GitHub. To this end, we introduce **OpenAct** based on human expert consult and repositories in GitHub. It..."},"evidence_pages":[{"url":"https://github.com/OpenBMB/OpenAct","final_url":"https://github.com/OpenBMB/OpenAct","title":"OpenBMB/OpenAct repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:20:42.362887+00:00","bytes":13973,"raw_path":"ffefea0689b9337df171a9375414edbd9a70b2e232bf48251675cb11985c16f9.json","content_hash":"c7108d1e916b4245ddf25579dcb895c19a1f5c442342b2e2041d76248169cdbe","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/OpenAct Language: HTML Stars: 16 Forks: 4 Open issues: 1 Created: 2024-02-10T05:52:50Z Pushed: 2025-10-09T05:36:43Z Default branch: main Fork: no Archived: no README: Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHub Code for paper \"Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHub\", presented at Proceedings of ACL 2025. If you have any questions about this repo, please contact the author, Bohan Lyu, lyubh22@gmail.com. Abstract Large Language Models (LLMs) excel in traditional natural language processing tasks but struggle with problems that require complex domain-specific calculations or simulations. While equipping LLMs with external tools to build LLM-based agents can enhance their capabilities, existing approaches lack the flexibility to address diverse and ever-evolving user queries in open domains. Currently, there is also no existing dataset that evaluates LLMs on open-domain knowledge that requires tools to solve. Notably, the largest open-domain platform is GitHub. To this end, we introduce **OpenAct** based on human expert consult and repositories in GitHub. It..."}],"related_signals":[{"id":"f409d6eb-9f25-4cb4-8684-3c0300d920cb","url":"https://onlylabs.fyi/signals/f409d6eb-9f25-4cb4-8684-3c0300d920cb","source_url":"https://github.com/OpenBMB/AceBench","title":"OpenBMB/AceBench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-07T07:34:14+00:00","first_seen_at":"2026-06-08T07:00:32.626037+00:00","date_source":"source"},{"id":"09fa79c2-c357-4b35-9137-3382d7b781fe","url":"https://onlylabs.fyi/signals/09fa79c2-c357-4b35-9137-3382d7b781fe","source_url":"https://github.com/OpenBMB/PilotDeck","title":"OpenBMB/PilotDeck","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-22T06:50:28+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"7bb917a1-5397-4dea-9822-9e930c5c7be3","url":"https://onlylabs.fyi/signals/7bb917a1-5397-4dea-9822-9e930c5c7be3","source_url":"https://github.com/OpenBMB/MiniCPM-Desk-Pet","title":"OpenBMB/MiniCPM-Desk-Pet","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-18T13:08:37+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"f4e5394e-af13-4293-a2b4-89c6d0df2b54","url":"https://onlylabs.fyi/signals/f4e5394e-af13-4293-a2b4-89c6d0df2b54","source_url":"https://github.com/OpenBMB/Omni-DuplexEval","title":"OpenBMB/Omni-DuplexEval","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-15T09:44:36+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"3b4dec65-36de-4552-a00b-2c4920646acc","url":"https://onlylabs.fyi/signals/3b4dec65-36de-4552-a00b-2c4920646acc","source_url":"https://github.com/OpenBMB/ForgeTrain","title":"OpenBMB/ForgeTrain","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-05-14T08:01:19+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"},{"id":"dc2c1782-3073-4882-8dda-1887de471b5b","url":"https://onlylabs.fyi/signals/dc2c1782-3073-4882-8dda-1887de471b5b","source_url":"https://github.com/OpenBMB/voxcpm2-demopage","title":"OpenBMB/voxcpm2-demopage","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-04-06T06:59:02+00:00","first_seen_at":"2026-06-05T20:58:51.434713+00:00","date_source":"source"}]}